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				<span class="article-type type-1 float-left">原</span>				<h1 class="title-article">用Tensorflow训练的AI玩flappy bird小游戏</h1>
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																				<span class="time">2017年08月16日 21:46:39</span>
					<a class="follow-nickName" href="https://me.csdn.net/ss910" target="_blank">ss910</a>
						<span class="read-count">阅读数：932</span>
						
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					版权声明：本文为博主原创文章，未经博主允许不得转载。					https://blog.csdn.net/ss910/article/details/77278708				</div>
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<span style="font-size:18px;">原作者的理论介绍文章：<br />
程序员带你一步步分析AI如何玩Flappy Bird<br />
http://www.jianshu.com/p/0a04426ee3ad<br /></span>
<p><br /></p>
<p><br /></p>
<span style="font-size:18px;">本文只介绍如何配置系统玩起来，基于ubuntu 16.04.<br /><br /></span>
<h1><span style="font-size:18px;">1.安装anaconda</span></h1>
<span style="font-size:18px;">下载地址：<br />
https://www.continuum.io/downloads#linux<br />
cd 下载<br />
sudo chmod +x Anaconda3-4.4.0-Linux-x86_64.sh<br />
./Anaconda3-4.4.0-Linux-x86_64.sh<br />
这个是for python3.6的，因为现在的tensorflow版本是for python 3.5的，改成3.5免得有问题：<br />
conda install python=3.5<br /><br /></span>
<h1><span style="font-size:18px;">2.安装opencv</span></h1>
<span style="font-size:18px;">conda install --channel https://conda.anaconda.org/menpo opencv3<br /><br /></span>
<h1><span style="font-size:18px;">3.安装tensorflow</span></h1>
<span style="font-size:18px;">conda install tensorflow<br /><br /></span>
<h1><span style="font-size:18px;">4.安装pygame</span></h1>
<span style="font-size:18px;">conda install --channel https://conda.anaconda.org/kne pygame<br /><br /></span>
<h1><span style="font-size:18px;">5.安装sdl</span></h1>
<span style="font-size:18px;">conda install --channel https://conda.anaconda.org/ufechner sdl<br /><br /></span>
<h1><span style="font-size:18px;">6.运行小鸟游戏</span></h1>
<span style="font-size:18px;">git clone https://github.com/yenchenlin1994/DeepLearningFlappyBird.git<br />
cd DeepLearningFlappyBird<br />
python deep_q_network.py<br /><br />
运行报错：<br />
pygame.image.load('assets/sprites/0.png').convert_alpha(),<br />
pygame.error: File is not a Windows BMP file<br />
不知道什么问题，干脆把png全部另存为bmp，在报错的py文件中也做相应修改。<br /><br />
再运行还是报错：找不到sdl_mixer。<br />
不知道什么问题，直接把程序中的mixer相关语句注释掉即可，鸟死的时候你自己“啊”一声吧。<br /><br /></span>
<p><span style="font-size:18px;">再运行，就可以看到小鸟自动飞啊飞了：</span></p>
<p><span style="font-size:18px;"><img src="https://img-blog.csdn.net/20170816214810445?watermark/2/text/aHR0cDovL2Jsb2cuY3Nkbi5uZXQvc3M5MTA=/font/5a6L5L2T/fontsize/400/fill/I0JBQkFCMA==/dissolve/70/gravity/Center" alt="" /><br /></span></p>
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							<span class="desc oneline">实现目标

我们的目标是在Windows 10系统上具体实现DeepMind论文中强化学习算法Q-learning Network(DQN)的训练过程。 
 
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修改的两个地方
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深度强化学习DQN详解 
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〇、阅读本文

阅读本文你能了解到

1、配置 ML-Agents 运行官方例程

2、CPU？GPU？玄学？



一、...</span>
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现在越来越流行在线看视频了，但是对于我得收藏癖爱好者，还是希望可以有比较好的资源网站的，尤其是种子、磁力链网站。所以就整理了一份干净、好用的TOP10出来：


先推荐一个下载磁力链的工具：


马...</span>
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							<span class="desc oneline">需要源码可以Q群：828202939 或者点击这里  希望可以和大家一起学习、一起进步！！纯手打！！

书籍是PDF电子档，也在Q群里，所有的课程源代码在我上传的资源里面，本来想设置开源，好像不行！
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							<span class="desc oneline">需要源码可以Q群：828202939 或者点击这里  希望可以和大家一起学习、一起进步！！纯手打！！


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							<span class="desc oneline">需要电子档书籍或者源码可以Q群：828202939   希望可以和大家一起学习、一起进步！！

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							<span class="desc oneline">需要源码可以Q群：828202939 或者点击这里  希望可以和大家一起学习、一起进步！！纯手打！！

首先我们需要知道要绘制一个点，大致需要哪些步骤：

1.初始化着色器

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